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<p>Training of Epsilon-SVMs for regression.  
 <a href="classshark_1_1_epsilon_svm_trainer.html#details">More...</a></p>

<p><code>#include &lt;<a class="el" href="_epsilon_svm_trainer_8h_source.html">shark/Algorithms/Trainers/EpsilonSvmTrainer.h</a>&gt;</code></p>
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  <img id="dynsection-0-trigger" src="closed.png" alt="+"/> Inheritance diagram for shark::EpsilonSvmTrainer&lt; InputType, CacheType &gt;:</div>
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<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="pub-types" name="pub-types"></a>
Public Types</h2></td></tr>
<tr class="memitem:a3016ebf54b283192dc08391f2160c194" id="r_a3016ebf54b283192dc08391f2160c194"><td class="memItemLeft" align="right" valign="top">typedef CacheType&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a3016ebf54b283192dc08391f2160c194">QpFloatType</a></td></tr>
<tr class="separator:a3016ebf54b283192dc08391f2160c194"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a4f9bbb0afb8eff93970e7f51f11ee86c" id="r_a4f9bbb0afb8eff93970e7f51f11ee86c"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_kernel_matrix.html">KernelMatrix</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a3016ebf54b283192dc08391f2160c194">QpFloatType</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a4f9bbb0afb8eff93970e7f51f11ee86c">KernelMatrixType</a></td></tr>
<tr class="separator:a4f9bbb0afb8eff93970e7f51f11ee86c"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ae9818f09ebb48a69b1b28d3042da56da" id="r_ae9818f09ebb48a69b1b28d3042da56da"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_block_matrix2x2.html">BlockMatrix2x2</a>&lt; <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a4f9bbb0afb8eff93970e7f51f11ee86c">KernelMatrixType</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#ae9818f09ebb48a69b1b28d3042da56da">BlockMatrixType</a></td></tr>
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<tr class="memitem:ac3292f6302b431cb751edc7a4dcf6c74" id="r_ac3292f6302b431cb751edc7a4dcf6c74"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_cached_matrix.html">CachedMatrix</a>&lt; <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#ae9818f09ebb48a69b1b28d3042da56da">BlockMatrixType</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#ac3292f6302b431cb751edc7a4dcf6c74">CachedBlockMatrixType</a></td></tr>
<tr class="separator:ac3292f6302b431cb751edc7a4dcf6c74"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aefaf6c666566d00fcd2822f6e3e34f46" id="r_aefaf6c666566d00fcd2822f6e3e34f46"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_precomputed_matrix.html">PrecomputedMatrix</a>&lt; <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#ae9818f09ebb48a69b1b28d3042da56da">BlockMatrixType</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#aefaf6c666566d00fcd2822f6e3e34f46">PrecomputedBlockMatrixType</a></td></tr>
<tr class="separator:aefaf6c666566d00fcd2822f6e3e34f46"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a8989b04b8588b9481f1ead75a26fae71" id="r_a8989b04b8588b9481f1ead75a26fae71"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_model.html">AbstractModel</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, RealVector &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a8989b04b8588b9481f1ead75a26fae71">ModelType</a></td></tr>
<tr class="separator:a8989b04b8588b9481f1ead75a26fae71"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a5113162c6d0b5946ea23a303f6193682" id="r_a5113162c6d0b5946ea23a303f6193682"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_kernel_function.html">AbstractKernelFunction</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a5113162c6d0b5946ea23a303f6193682">KernelType</a></td></tr>
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<tr class="inherit_header pub_types_classshark_1_1_abstract_svm_trainer"><td colspan="2" onclick="javascript:toggleInherit('pub_types_classshark_1_1_abstract_svm_trainer')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="classshark_1_1_abstract_svm_trainer.html">shark::AbstractSvmTrainer&lt; InputType, RealVector, KernelExpansion&lt; InputType &gt; &gt;</a></td></tr>
<tr class="memitem:acb7bddb6bc49cb6162708ad18d5f2ea3 inherit pub_types_classshark_1_1_abstract_svm_trainer" id="r_acb7bddb6bc49cb6162708ad18d5f2ea3"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_abstract_kernel_function.html">AbstractKernelFunction</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#acb7bddb6bc49cb6162708ad18d5f2ea3">KernelType</a></td></tr>
<tr class="separator:acb7bddb6bc49cb6162708ad18d5f2ea3 inherit pub_types_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_types_classshark_1_1_abstract_trainer"><td colspan="2" onclick="javascript:toggleInherit('pub_types_classshark_1_1_abstract_trainer')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="classshark_1_1_abstract_trainer.html">shark::AbstractTrainer&lt; Model, LabelTypeT &gt;</a></td></tr>
<tr class="memitem:a0d5c9d35b614d6a33e4e8bfeaf1e9298 inherit pub_types_classshark_1_1_abstract_trainer" id="r_a0d5c9d35b614d6a33e4e8bfeaf1e9298"><td class="memItemLeft" align="right" valign="top">typedef Model&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_trainer.html#a0d5c9d35b614d6a33e4e8bfeaf1e9298">ModelType</a></td></tr>
<tr class="separator:a0d5c9d35b614d6a33e4e8bfeaf1e9298 inherit pub_types_classshark_1_1_abstract_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a0cfa7cdd27b8bb162e64188095f8fa71 inherit pub_types_classshark_1_1_abstract_trainer" id="r_a0cfa7cdd27b8bb162e64188095f8fa71"><td class="memItemLeft" align="right" valign="top">typedef ModelType::InputType&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a></td></tr>
<tr class="separator:a0cfa7cdd27b8bb162e64188095f8fa71 inherit pub_types_classshark_1_1_abstract_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aa4e344106831fb8227c2120681588ea9 inherit pub_types_classshark_1_1_abstract_trainer" id="r_aa4e344106831fb8227c2120681588ea9"><td class="memItemLeft" align="right" valign="top">typedef LabelTypeT&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_trainer.html#aa4e344106831fb8227c2120681588ea9">LabelType</a></td></tr>
<tr class="separator:aa4e344106831fb8227c2120681588ea9 inherit pub_types_classshark_1_1_abstract_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aa4730fe9d59622d35d95cd4233f8d7af inherit pub_types_classshark_1_1_abstract_trainer" id="r_aa4730fe9d59622d35d95cd4233f8d7af"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="classshark_1_1_labeled_data.html">LabeledData</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, <a class="el" href="classshark_1_1_abstract_trainer.html#aa4e344106831fb8227c2120681588ea9">LabelType</a> &gt;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_trainer.html#aa4730fe9d59622d35d95cd4233f8d7af">DatasetType</a></td></tr>
<tr class="separator:aa4730fe9d59622d35d95cd4233f8d7af inherit pub_types_classshark_1_1_abstract_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_types_classshark_1_1_i_parameterizable"><td colspan="2" onclick="javascript:toggleInherit('pub_types_classshark_1_1_i_parameterizable')"><img src="closed.png" alt="-"/>&#160;Public Types inherited from <a class="el" href="classshark_1_1_i_parameterizable.html">shark::IParameterizable&lt; VectorType &gt;</a></td></tr>
<tr class="memitem:a2ad5e2e60b2b352988b41f46024d790b inherit pub_types_classshark_1_1_i_parameterizable" id="r_a2ad5e2e60b2b352988b41f46024d790b"><td class="memItemLeft" align="right" valign="top">typedef <a class="el" href="_c_svm_linear_8cpp.html#ab106d665148183a2dc94dcf8716c9203">VectorType</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_parameterizable.html#a2ad5e2e60b2b352988b41f46024d790b">ParameterVectorType</a></td></tr>
<tr class="separator:a2ad5e2e60b2b352988b41f46024d790b inherit pub_types_classshark_1_1_i_parameterizable"><td class="memSeparator" colspan="2">&#160;</td></tr>
</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="pub-methods" name="pub-methods"></a>
Public Member Functions</h2></td></tr>
<tr class="memitem:a3854918319188d0e3dc58d594bf8bdb7" id="r_a3854918319188d0e3dc58d594bf8bdb7"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a3854918319188d0e3dc58d594bf8bdb7">EpsilonSvmTrainer</a> (<a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a5113162c6d0b5946ea23a303f6193682">KernelType</a> *<a class="el" href="classshark_1_1_abstract_svm_trainer.html#a084595212c691b938fe6d421f40a908b">kernel</a>, double <a class="el" href="classshark_1_1_abstract_svm_trainer.html#a7bc3baa63458c785155a231ca73ea483">C</a>, double <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a6cca95658d21c729fe2ccce525852756">epsilon</a>, bool unconstrained=false)</td></tr>
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<tr class="memitem:ae4567615c33a2a3aec07382c3f2538d8" id="r_ae4567615c33a2a3aec07382c3f2538d8"><td class="memItemLeft" align="right" valign="top">std::string&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#ae4567615c33a2a3aec07382c3f2538d8">name</a> () const</td></tr>
<tr class="memdesc:ae4567615c33a2a3aec07382c3f2538d8"><td class="mdescLeft">&#160;</td><td class="mdescRight">From <a class="el" href="classshark_1_1_i_nameable.html" title="This class is an interface for all objects which can have a name.">INameable</a>: return the class name.  <br /></td></tr>
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<tr class="memitem:a6cca95658d21c729fe2ccce525852756" id="r_a6cca95658d21c729fe2ccce525852756"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a6cca95658d21c729fe2ccce525852756">epsilon</a> () const</td></tr>
<tr class="separator:a6cca95658d21c729fe2ccce525852756"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ab6bdf1036213a92736abb9930d56de5c" id="r_ab6bdf1036213a92736abb9930d56de5c"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#ab6bdf1036213a92736abb9930d56de5c">setEpsilon</a> (double <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a6cca95658d21c729fe2ccce525852756">epsilon</a>)</td></tr>
<tr class="separator:ab6bdf1036213a92736abb9930d56de5c"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a631651231f0bfbe6d61c26117cdb4c6b" id="r_a631651231f0bfbe6d61c26117cdb4c6b"><td class="memItemLeft" align="right" valign="top">RealVector&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a631651231f0bfbe6d61c26117cdb4c6b">parameterVector</a> () const</td></tr>
<tr class="memdesc:a631651231f0bfbe6d61c26117cdb4c6b"><td class="mdescLeft">&#160;</td><td class="mdescRight">get the hyper-parameter vector  <br /></td></tr>
<tr class="separator:a631651231f0bfbe6d61c26117cdb4c6b"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a62ea3ab316e7985eb111d9b4b3172d64" id="r_a62ea3ab316e7985eb111d9b4b3172d64"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a62ea3ab316e7985eb111d9b4b3172d64">setParameterVector</a> (RealVector const &amp;newParameters)</td></tr>
<tr class="memdesc:a62ea3ab316e7985eb111d9b4b3172d64"><td class="mdescLeft">&#160;</td><td class="mdescRight">set the vector of hyper-parameters  <br /></td></tr>
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<tr class="memitem:a20a2c523e7723a2b63cc9b459a865603" id="r_a20a2c523e7723a2b63cc9b459a865603"><td class="memItemLeft" align="right" valign="top">size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a20a2c523e7723a2b63cc9b459a865603">numberOfParameters</a> () const</td></tr>
<tr class="memdesc:a20a2c523e7723a2b63cc9b459a865603"><td class="mdescLeft">&#160;</td><td class="mdescRight">return the number of hyper-parameters  <br /></td></tr>
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<tr class="memitem:a51d1821c3f6cedeff400e54f6e2b3b5d" id="r_a51d1821c3f6cedeff400e54f6e2b3b5d"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a51d1821c3f6cedeff400e54f6e2b3b5d">train</a> (<a class="el" href="classshark_1_1_kernel_expansion.html">KernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> &gt; &amp;svm, <a class="el" href="classshark_1_1_labeled_data.html">LabeledData</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, RealVector &gt; const &amp;dataset)</td></tr>
<tr class="separator:a51d1821c3f6cedeff400e54f6e2b3b5d"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_abstract_svm_trainer"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_abstract_svm_trainer')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_abstract_svm_trainer.html">shark::AbstractSvmTrainer&lt; InputType, RealVector, KernelExpansion&lt; InputType &gt; &gt;</a></td></tr>
<tr class="memitem:aab27c6424184668af4f785f525ca3a84 inherit pub_methods_classshark_1_1_abstract_svm_trainer" id="r_aab27c6424184668af4f785f525ca3a84"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#aab27c6424184668af4f785f525ca3a84">AbstractSvmTrainer</a> (<a class="el" href="classshark_1_1_abstract_svm_trainer.html#acb7bddb6bc49cb6162708ad18d5f2ea3">KernelType</a> *kernel, double C, bool offset, bool unconstrained=false)</td></tr>
<tr class="separator:aab27c6424184668af4f785f525ca3a84 inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a5ac083639404d8d334e38d45f777e0af inherit pub_methods_classshark_1_1_abstract_svm_trainer" id="r_a5ac083639404d8d334e38d45f777e0af"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#a5ac083639404d8d334e38d45f777e0af">AbstractSvmTrainer</a> (<a class="el" href="classshark_1_1_abstract_svm_trainer.html#acb7bddb6bc49cb6162708ad18d5f2ea3">KernelType</a> *kernel, double negativeC, double positiveC, bool offset, bool unconstrained=false)</td></tr>
<tr class="separator:a5ac083639404d8d334e38d45f777e0af inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a7bc3baa63458c785155a231ca73ea483 inherit pub_methods_classshark_1_1_abstract_svm_trainer" id="r_a7bc3baa63458c785155a231ca73ea483"><td class="memItemLeft" align="right" valign="top">double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#a7bc3baa63458c785155a231ca73ea483">C</a> () const</td></tr>
<tr class="memdesc:a7bc3baa63458c785155a231ca73ea483 inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="mdescLeft">&#160;</td><td class="mdescRight">Return the value of the regularization parameter C.  <br /></td></tr>
<tr class="separator:a7bc3baa63458c785155a231ca73ea483 inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a63d60b7731298e655952bbf42d1ce2d8 inherit pub_methods_classshark_1_1_abstract_svm_trainer" id="r_a63d60b7731298e655952bbf42d1ce2d8"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#a63d60b7731298e655952bbf42d1ce2d8">setC</a> (double C)</td></tr>
<tr class="memdesc:a63d60b7731298e655952bbf42d1ce2d8 inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="mdescLeft">&#160;</td><td class="mdescRight">Set the value of the regularization parameter C.  <br /></td></tr>
<tr class="separator:a63d60b7731298e655952bbf42d1ce2d8 inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad06550eb45e46ff02e4789ea1b916c75 inherit pub_methods_classshark_1_1_abstract_svm_trainer" id="r_ad06550eb45e46ff02e4789ea1b916c75"><td class="memItemLeft" align="right" valign="top">RealVector const &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#ad06550eb45e46ff02e4789ea1b916c75">regularizationParameters</a> () const</td></tr>
<tr class="separator:ad06550eb45e46ff02e4789ea1b916c75 inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad3ff1a54a5eb915e631e70e26e8727ce inherit pub_methods_classshark_1_1_abstract_svm_trainer" id="r_ad3ff1a54a5eb915e631e70e26e8727ce"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#ad3ff1a54a5eb915e631e70e26e8727ce">setRegularizationParameters</a> (RealVector const &amp;regularizers)</td></tr>
<tr class="memdesc:ad3ff1a54a5eb915e631e70e26e8727ce inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="mdescLeft">&#160;</td><td class="mdescRight">Set the value of the regularization parameter C.  <br /></td></tr>
<tr class="separator:ad3ff1a54a5eb915e631e70e26e8727ce inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a084595212c691b938fe6d421f40a908b inherit pub_methods_classshark_1_1_abstract_svm_trainer" id="r_a084595212c691b938fe6d421f40a908b"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#acb7bddb6bc49cb6162708ad18d5f2ea3">KernelType</a> *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#a084595212c691b938fe6d421f40a908b">kernel</a> ()</td></tr>
<tr class="separator:a084595212c691b938fe6d421f40a908b inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a6342c2fd51de7927c41090c8644c29f8 inherit pub_methods_classshark_1_1_abstract_svm_trainer" id="r_a6342c2fd51de7927c41090c8644c29f8"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#acb7bddb6bc49cb6162708ad18d5f2ea3">KernelType</a> const *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#a6342c2fd51de7927c41090c8644c29f8">kernel</a> () const</td></tr>
<tr class="separator:a6342c2fd51de7927c41090c8644c29f8 inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a4ff39ade04048830ec052be74d185a39 inherit pub_methods_classshark_1_1_abstract_svm_trainer" id="r_a4ff39ade04048830ec052be74d185a39"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#a4ff39ade04048830ec052be74d185a39">setKernel</a> (<a class="el" href="classshark_1_1_abstract_svm_trainer.html#acb7bddb6bc49cb6162708ad18d5f2ea3">KernelType</a> *kernel)</td></tr>
<tr class="separator:a4ff39ade04048830ec052be74d185a39 inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a787df0ebf0c01da4f3e900e0f3ad109a inherit pub_methods_classshark_1_1_abstract_svm_trainer" id="r_a787df0ebf0c01da4f3e900e0f3ad109a"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#a787df0ebf0c01da4f3e900e0f3ad109a">isUnconstrained</a> () const</td></tr>
<tr class="separator:a787df0ebf0c01da4f3e900e0f3ad109a inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ae0c02e31cdae3482f37155eb788eb979 inherit pub_methods_classshark_1_1_abstract_svm_trainer" id="r_ae0c02e31cdae3482f37155eb788eb979"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#ae0c02e31cdae3482f37155eb788eb979">trainOffset</a> () const</td></tr>
<tr class="separator:ae0c02e31cdae3482f37155eb788eb979 inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a954cc587b52b4ec5a347134804dfc812 inherit pub_methods_classshark_1_1_abstract_svm_trainer" id="r_a954cc587b52b4ec5a347134804dfc812"><td class="memItemLeft" align="right" valign="top">std::size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#a954cc587b52b4ec5a347134804dfc812">cacheSize</a> () const</td></tr>
<tr class="separator:a954cc587b52b4ec5a347134804dfc812 inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aee037566828dae85ee2e117e71121edd inherit pub_methods_classshark_1_1_abstract_svm_trainer" id="r_aee037566828dae85ee2e117e71121edd"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#aee037566828dae85ee2e117e71121edd">setCacheSize</a> (std::size_t size)</td></tr>
<tr class="separator:aee037566828dae85ee2e117e71121edd inherit pub_methods_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_abstract_trainer"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_abstract_trainer')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_abstract_trainer.html">shark::AbstractTrainer&lt; Model, LabelTypeT &gt;</a></td></tr>
<tr class="memitem:a71d3fd2567473d746ecb733d7fa28c7e inherit pub_methods_classshark_1_1_abstract_trainer" id="r_a71d3fd2567473d746ecb733d7fa28c7e"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_trainer.html#a71d3fd2567473d746ecb733d7fa28c7e">train</a> (<a class="el" href="classshark_1_1_abstract_trainer.html#a0d5c9d35b614d6a33e4e8bfeaf1e9298">ModelType</a> &amp;model, <a class="el" href="classshark_1_1_abstract_trainer.html#aa4730fe9d59622d35d95cd4233f8d7af">DatasetType</a> const &amp;dataset)=0</td></tr>
<tr class="memdesc:a71d3fd2567473d746ecb733d7fa28c7e inherit pub_methods_classshark_1_1_abstract_trainer"><td class="mdescLeft">&#160;</td><td class="mdescRight">Core of the Trainer interface.  <br /></td></tr>
<tr class="separator:a71d3fd2567473d746ecb733d7fa28c7e inherit pub_methods_classshark_1_1_abstract_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_i_nameable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_i_nameable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_i_nameable.html">shark::INameable</a></td></tr>
<tr class="memitem:a877dbdfc6b58ea836495143cea44a98c inherit pub_methods_classshark_1_1_i_nameable" id="r_a877dbdfc6b58ea836495143cea44a98c"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_nameable.html#a877dbdfc6b58ea836495143cea44a98c">~INameable</a> ()</td></tr>
<tr class="separator:a877dbdfc6b58ea836495143cea44a98c inherit pub_methods_classshark_1_1_i_nameable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_i_serializable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_i_serializable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_i_serializable.html">shark::ISerializable</a></td></tr>
<tr class="memitem:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable" id="r_a7baa9ce108d7278822297ce15882782a"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a7baa9ce108d7278822297ce15882782a">~ISerializable</a> ()</td></tr>
<tr class="memdesc:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Virtual d'tor.  <br /></td></tr>
<tr class="separator:a7baa9ce108d7278822297ce15882782a inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:ad4ad9a7c274deff642f91e98417fbc63 inherit pub_methods_classshark_1_1_i_serializable" id="r_ad4ad9a7c274deff642f91e98417fbc63"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#ad4ad9a7c274deff642f91e98417fbc63">read</a> (<a class="el" href="namespaceshark.html#ada68729491840669e47c8ad42282424f">InArchive</a> &amp;archive)</td></tr>
<tr class="memdesc:ad4ad9a7c274deff642f91e98417fbc63 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Read the component from the supplied archive.  <br /></td></tr>
<tr class="separator:ad4ad9a7c274deff642f91e98417fbc63 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a9bddedd42933c922e323b73131f62f12 inherit pub_methods_classshark_1_1_i_serializable" id="r_a9bddedd42933c922e323b73131f62f12"><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a9bddedd42933c922e323b73131f62f12">write</a> (<a class="el" href="namespaceshark.html#af4f8eb8e9618f5236b71bbcb12b8a524">OutArchive</a> &amp;archive) const</td></tr>
<tr class="memdesc:a9bddedd42933c922e323b73131f62f12 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Write the component to the supplied archive.  <br /></td></tr>
<tr class="separator:a9bddedd42933c922e323b73131f62f12 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:abdda0c5b8e065b8afbac2cba8f58e841 inherit pub_methods_classshark_1_1_i_serializable" id="r_abdda0c5b8e065b8afbac2cba8f58e841"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#abdda0c5b8e065b8afbac2cba8f58e841">load</a> (<a class="el" href="namespaceshark.html#ada68729491840669e47c8ad42282424f">InArchive</a> &amp;archive, unsigned int version)</td></tr>
<tr class="memdesc:abdda0c5b8e065b8afbac2cba8f58e841 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Versioned loading of components, calls read(...).  <br /></td></tr>
<tr class="separator:abdda0c5b8e065b8afbac2cba8f58e841 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a5bf66fa8db15cc529bec98976a2f5255 inherit pub_methods_classshark_1_1_i_serializable" id="r_a5bf66fa8db15cc529bec98976a2f5255"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a5bf66fa8db15cc529bec98976a2f5255">save</a> (<a class="el" href="namespaceshark.html#af4f8eb8e9618f5236b71bbcb12b8a524">OutArchive</a> &amp;archive, unsigned int version) const</td></tr>
<tr class="memdesc:a5bf66fa8db15cc529bec98976a2f5255 inherit pub_methods_classshark_1_1_i_serializable"><td class="mdescLeft">&#160;</td><td class="mdescRight">Versioned storing of components, calls write(...).  <br /></td></tr>
<tr class="separator:a5bf66fa8db15cc529bec98976a2f5255 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a4560a94e8f4908fe8627e41e7d965735 inherit pub_methods_classshark_1_1_i_serializable" id="r_a4560a94e8f4908fe8627e41e7d965735"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_serializable.html#a4560a94e8f4908fe8627e41e7d965735">BOOST_SERIALIZATION_SPLIT_MEMBER</a> ()</td></tr>
<tr class="separator:a4560a94e8f4908fe8627e41e7d965735 inherit pub_methods_classshark_1_1_i_serializable"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pub_methods_classshark_1_1_qp_config"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_qp_config')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_qp_config.html">shark::QpConfig</a></td></tr>
<tr class="memitem:afca82d9f41e7ca9dc16f958571143ea4 inherit pub_methods_classshark_1_1_qp_config" id="r_afca82d9f41e7ca9dc16f958571143ea4"><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#afca82d9f41e7ca9dc16f958571143ea4">QpConfig</a> (bool precomputedFlag=false, bool sparsifyFlag=true)</td></tr>
<tr class="memdesc:afca82d9f41e7ca9dc16f958571143ea4 inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Constructor.  <br /></td></tr>
<tr class="separator:afca82d9f41e7ca9dc16f958571143ea4 inherit pub_methods_classshark_1_1_qp_config"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a66fa342063f4fb0c8686a821dd14370e inherit pub_methods_classshark_1_1_qp_config" id="r_a66fa342063f4fb0c8686a821dd14370e"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structshark_1_1_qp_stopping_condition.html">QpStoppingCondition</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a66fa342063f4fb0c8686a821dd14370e">stoppingCondition</a> ()</td></tr>
<tr class="memdesc:a66fa342063f4fb0c8686a821dd14370e inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Read/write access to the stopping condition.  <br /></td></tr>
<tr class="separator:a66fa342063f4fb0c8686a821dd14370e inherit pub_methods_classshark_1_1_qp_config"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aa26b91d3c5f8907fdf977e3dafedc9a7 inherit pub_methods_classshark_1_1_qp_config" id="r_aa26b91d3c5f8907fdf977e3dafedc9a7"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structshark_1_1_qp_stopping_condition.html">QpStoppingCondition</a> const &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#aa26b91d3c5f8907fdf977e3dafedc9a7">stoppingCondition</a> () const</td></tr>
<tr class="memdesc:aa26b91d3c5f8907fdf977e3dafedc9a7 inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Read access to the stopping condition.  <br /></td></tr>
<tr class="separator:aa26b91d3c5f8907fdf977e3dafedc9a7 inherit pub_methods_classshark_1_1_qp_config"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a0ea8552b2732cbfe664b7d0706c46d80 inherit pub_methods_classshark_1_1_qp_config" id="r_a0ea8552b2732cbfe664b7d0706c46d80"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structshark_1_1_qp_solution_properties.html">QpSolutionProperties</a> &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a0ea8552b2732cbfe664b7d0706c46d80">solutionProperties</a> ()</td></tr>
<tr class="memdesc:a0ea8552b2732cbfe664b7d0706c46d80 inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Access to the solution properties.  <br /></td></tr>
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<tr class="memitem:ae90c5c93fc02fad6fc07ca6b04fc78cc inherit pub_methods_classshark_1_1_qp_config" id="r_ae90c5c93fc02fad6fc07ca6b04fc78cc"><td class="memItemLeft" align="right" valign="top">bool &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#ae90c5c93fc02fad6fc07ca6b04fc78cc">precomputeKernel</a> ()</td></tr>
<tr class="memdesc:ae90c5c93fc02fad6fc07ca6b04fc78cc inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Flag for using a precomputed kernel matrix.  <br /></td></tr>
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<tr class="memitem:a0de2262f5cfb80a3b42706a5121a53e5 inherit pub_methods_classshark_1_1_qp_config" id="r_a0de2262f5cfb80a3b42706a5121a53e5"><td class="memItemLeft" align="right" valign="top">bool const &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a0de2262f5cfb80a3b42706a5121a53e5">precomputeKernel</a> () const</td></tr>
<tr class="memdesc:a0de2262f5cfb80a3b42706a5121a53e5 inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Flag for using a precomputed kernel matrix.  <br /></td></tr>
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<tr class="memitem:a32477b55142b80bd9f82f2a2e201f5b9 inherit pub_methods_classshark_1_1_qp_config" id="r_a32477b55142b80bd9f82f2a2e201f5b9"><td class="memItemLeft" align="right" valign="top">bool &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a32477b55142b80bd9f82f2a2e201f5b9">sparsify</a> ()</td></tr>
<tr class="memdesc:a32477b55142b80bd9f82f2a2e201f5b9 inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Flag for sparsifying the model after training.  <br /></td></tr>
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<tr class="memitem:a7af8db760393211a1c1416d3b1f53611 inherit pub_methods_classshark_1_1_qp_config" id="r_a7af8db760393211a1c1416d3b1f53611"><td class="memItemLeft" align="right" valign="top">bool const &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a7af8db760393211a1c1416d3b1f53611">sparsify</a> () const</td></tr>
<tr class="memdesc:a7af8db760393211a1c1416d3b1f53611 inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Flag for sparsifying the model after training.  <br /></td></tr>
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<tr class="memitem:ab538a92231c05e20575f181b06c5689d inherit pub_methods_classshark_1_1_qp_config" id="r_ab538a92231c05e20575f181b06c5689d"><td class="memItemLeft" align="right" valign="top">bool &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#ab538a92231c05e20575f181b06c5689d">shrinking</a> ()</td></tr>
<tr class="memdesc:ab538a92231c05e20575f181b06c5689d inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Flag for shrinking in the decomposition solver.  <br /></td></tr>
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<tr class="memitem:ac60da7ecd51c8eceea655cc60492e4a7 inherit pub_methods_classshark_1_1_qp_config" id="r_ac60da7ecd51c8eceea655cc60492e4a7"><td class="memItemLeft" align="right" valign="top">bool const &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#ac60da7ecd51c8eceea655cc60492e4a7">shrinking</a> () const</td></tr>
<tr class="memdesc:ac60da7ecd51c8eceea655cc60492e4a7 inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Flag for shrinking in the decomposition solver.  <br /></td></tr>
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<tr class="memitem:a5a4d6d3ff5c8acbd809108786e973f7a inherit pub_methods_classshark_1_1_qp_config" id="r_a5a4d6d3ff5c8acbd809108786e973f7a"><td class="memItemLeft" align="right" valign="top">bool &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a5a4d6d3ff5c8acbd809108786e973f7a">s2do</a> ()</td></tr>
<tr class="memdesc:a5a4d6d3ff5c8acbd809108786e973f7a inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Flag for S2DO (instead of SMO)  <br /></td></tr>
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<tr class="memitem:a7f20cd2196e1fc785a18cb155eb5ec68 inherit pub_methods_classshark_1_1_qp_config" id="r_a7f20cd2196e1fc785a18cb155eb5ec68"><td class="memItemLeft" align="right" valign="top">bool const &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a7f20cd2196e1fc785a18cb155eb5ec68">s2do</a> () const</td></tr>
<tr class="memdesc:a7f20cd2196e1fc785a18cb155eb5ec68 inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Flag for S2DO (instead of SMO)  <br /></td></tr>
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<tr class="memitem:a71328214090e442c9fee46103868b0ca inherit pub_methods_classshark_1_1_qp_config" id="r_a71328214090e442c9fee46103868b0ca"><td class="memItemLeft" align="right" valign="top">unsigned int &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a71328214090e442c9fee46103868b0ca">verbosity</a> ()</td></tr>
<tr class="memdesc:a71328214090e442c9fee46103868b0ca inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Verbosity level of the solver.  <br /></td></tr>
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<tr class="memitem:a60f71b218d096838f527c6eb62a75501 inherit pub_methods_classshark_1_1_qp_config" id="r_a60f71b218d096838f527c6eb62a75501"><td class="memItemLeft" align="right" valign="top">unsigned int const &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a60f71b218d096838f527c6eb62a75501">verbosity</a> () const</td></tr>
<tr class="memdesc:a60f71b218d096838f527c6eb62a75501 inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Verbosity level of the solver.  <br /></td></tr>
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<tr class="memitem:a240e6aeb51dee3764a4ee3962e0ff7e0 inherit pub_methods_classshark_1_1_qp_config" id="r_a240e6aeb51dee3764a4ee3962e0ff7e0"><td class="memItemLeft" align="right" valign="top">unsigned long long const &amp;&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a240e6aeb51dee3764a4ee3962e0ff7e0">accessCount</a> () const</td></tr>
<tr class="memdesc:a240e6aeb51dee3764a4ee3962e0ff7e0 inherit pub_methods_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">Number of kernel accesses.  <br /></td></tr>
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<tr class="memitem:a435ff9b5dd3337872c2e49d46c95c417 inherit pub_methods_classshark_1_1_qp_config" id="r_a435ff9b5dd3337872c2e49d46c95c417"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a435ff9b5dd3337872c2e49d46c95c417">setMinAccuracy</a> (double a)</td></tr>
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<tr class="memitem:aa0ebe3d3e7163bb1eb7a5f3a56b95644 inherit pub_methods_classshark_1_1_qp_config" id="r_aa0ebe3d3e7163bb1eb7a5f3a56b95644"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#aa0ebe3d3e7163bb1eb7a5f3a56b95644">setMaxIterations</a> (unsigned long long i)</td></tr>
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<tr class="memitem:ac13ad894e8ac68325c6f7ebb629e644c inherit pub_methods_classshark_1_1_qp_config" id="r_ac13ad894e8ac68325c6f7ebb629e644c"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#ac13ad894e8ac68325c6f7ebb629e644c">setTargetValue</a> (double v)</td></tr>
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<tr class="inherit_header pub_methods_classshark_1_1_i_parameterizable"><td colspan="2" onclick="javascript:toggleInherit('pub_methods_classshark_1_1_i_parameterizable')"><img src="closed.png" alt="-"/>&#160;Public Member Functions inherited from <a class="el" href="classshark_1_1_i_parameterizable.html">shark::IParameterizable&lt; VectorType &gt;</a></td></tr>
<tr class="memitem:a9e3a11172e74d1aa7292f3de4e2b6ebc inherit pub_methods_classshark_1_1_i_parameterizable" id="r_a9e3a11172e74d1aa7292f3de4e2b6ebc"><td class="memItemLeft" align="right" valign="top">virtual&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_i_parameterizable.html#a9e3a11172e74d1aa7292f3de4e2b6ebc">~IParameterizable</a> ()</td></tr>
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</table><table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a id="inherited" name="inherited"></a>
Additional Inherited Members</h2></td></tr>
<tr class="inherit_header pro_attribs_classshark_1_1_abstract_svm_trainer"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classshark_1_1_abstract_svm_trainer')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classshark_1_1_abstract_svm_trainer.html">shark::AbstractSvmTrainer&lt; InputType, RealVector, KernelExpansion&lt; InputType &gt; &gt;</a></td></tr>
<tr class="memitem:aec319e3ac1af74e75d5414624412dac3 inherit pro_attribs_classshark_1_1_abstract_svm_trainer" id="r_aec319e3ac1af74e75d5414624412dac3"><td class="memItemLeft" align="right" valign="top"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#acb7bddb6bc49cb6162708ad18d5f2ea3">KernelType</a> *&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#aec319e3ac1af74e75d5414624412dac3">m_kernel</a></td></tr>
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<tr class="memitem:aa5c86718ae82edb7660fe5769ebc5b0f inherit pro_attribs_classshark_1_1_abstract_svm_trainer" id="r_aa5c86718ae82edb7660fe5769ebc5b0f"><td class="memItemLeft" align="right" valign="top">RealVector&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#aa5c86718ae82edb7660fe5769ebc5b0f">m_regularizers</a></td></tr>
<tr class="memdesc:aa5c86718ae82edb7660fe5769ebc5b0f inherit pro_attribs_classshark_1_1_abstract_svm_trainer"><td class="mdescLeft">&#160;</td><td class="mdescRight">Vector of regularization parameters.  <br /></td></tr>
<tr class="separator:aa5c86718ae82edb7660fe5769ebc5b0f inherit pro_attribs_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:aee47ba0de2c00b34c32e78ec9751c121 inherit pro_attribs_classshark_1_1_abstract_svm_trainer" id="r_aee47ba0de2c00b34c32e78ec9751c121"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#aee47ba0de2c00b34c32e78ec9751c121">m_trainOffset</a></td></tr>
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<tr class="memitem:aa3e2f2db97947d244213f63093a08878 inherit pro_attribs_classshark_1_1_abstract_svm_trainer" id="r_aa3e2f2db97947d244213f63093a08878"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#aa3e2f2db97947d244213f63093a08878">m_unconstrained</a></td></tr>
<tr class="memdesc:aa3e2f2db97947d244213f63093a08878 inherit pro_attribs_classshark_1_1_abstract_svm_trainer"><td class="mdescLeft">&#160;</td><td class="mdescRight">Is log(C) stored internally as a parameter instead of C? If yes, then we get rid of the constraint C &gt; 0 on the level of the parameter interface.  <br /></td></tr>
<tr class="separator:aa3e2f2db97947d244213f63093a08878 inherit pro_attribs_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a0382adafdbe762f4456dc7858ea120c2 inherit pro_attribs_classshark_1_1_abstract_svm_trainer" id="r_a0382adafdbe762f4456dc7858ea120c2"><td class="memItemLeft" align="right" valign="top">std::size_t&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_abstract_svm_trainer.html#a0382adafdbe762f4456dc7858ea120c2">m_cacheSize</a></td></tr>
<tr class="memdesc:a0382adafdbe762f4456dc7858ea120c2 inherit pro_attribs_classshark_1_1_abstract_svm_trainer"><td class="mdescLeft">&#160;</td><td class="mdescRight">Number of values in the kernel cache. The size of the cache in bytes is the size of one entry (4 for float, 8 for double) times this number.  <br /></td></tr>
<tr class="separator:a0382adafdbe762f4456dc7858ea120c2 inherit pro_attribs_classshark_1_1_abstract_svm_trainer"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="inherit_header pro_attribs_classshark_1_1_qp_config"><td colspan="2" onclick="javascript:toggleInherit('pro_attribs_classshark_1_1_qp_config')"><img src="closed.png" alt="-"/>&#160;Protected Attributes inherited from <a class="el" href="classshark_1_1_qp_config.html">shark::QpConfig</a></td></tr>
<tr class="memitem:a5032921be220d76232e7db3db3ef5225 inherit pro_attribs_classshark_1_1_qp_config" id="r_a5032921be220d76232e7db3db3ef5225"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structshark_1_1_qp_stopping_condition.html">QpStoppingCondition</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a5032921be220d76232e7db3db3ef5225">m_stoppingcondition</a></td></tr>
<tr class="memdesc:a5032921be220d76232e7db3db3ef5225 inherit pro_attribs_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">conditions for when to stop the QP solver  <br /></td></tr>
<tr class="separator:a5032921be220d76232e7db3db3ef5225 inherit pro_attribs_classshark_1_1_qp_config"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a994efb841504c52e509d0bac04f41fb2 inherit pro_attribs_classshark_1_1_qp_config" id="r_a994efb841504c52e509d0bac04f41fb2"><td class="memItemLeft" align="right" valign="top"><a class="el" href="structshark_1_1_qp_solution_properties.html">QpSolutionProperties</a>&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a994efb841504c52e509d0bac04f41fb2">m_solutionproperties</a></td></tr>
<tr class="memdesc:a994efb841504c52e509d0bac04f41fb2 inherit pro_attribs_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">properties of the approximate solution found by the solver  <br /></td></tr>
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<tr class="memitem:a5d65189eed8ced4b3cadb2392cf2b46c inherit pro_attribs_classshark_1_1_qp_config" id="r_a5d65189eed8ced4b3cadb2392cf2b46c"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a5d65189eed8ced4b3cadb2392cf2b46c">m_precomputedKernelMatrix</a></td></tr>
<tr class="memdesc:a5d65189eed8ced4b3cadb2392cf2b46c inherit pro_attribs_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">should the solver use a precomputed kernel matrix?  <br /></td></tr>
<tr class="separator:a5d65189eed8ced4b3cadb2392cf2b46c inherit pro_attribs_classshark_1_1_qp_config"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a3288e99aefde9b1d7e30992d5feb582e inherit pro_attribs_classshark_1_1_qp_config" id="r_a3288e99aefde9b1d7e30992d5feb582e"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a3288e99aefde9b1d7e30992d5feb582e">m_sparsify</a></td></tr>
<tr class="memdesc:a3288e99aefde9b1d7e30992d5feb582e inherit pro_attribs_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">should the trainer sparsify the model after training?  <br /></td></tr>
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<tr class="memitem:ac7bd118550c2bfa50f9497182b4b086d inherit pro_attribs_classshark_1_1_qp_config" id="r_ac7bd118550c2bfa50f9497182b4b086d"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#ac7bd118550c2bfa50f9497182b4b086d">m_shrinking</a></td></tr>
<tr class="memdesc:ac7bd118550c2bfa50f9497182b4b086d inherit pro_attribs_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">should shrinking be used?  <br /></td></tr>
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<tr class="memitem:a82049a531c2f9621c737c8fe51d53739 inherit pro_attribs_classshark_1_1_qp_config" id="r_a82049a531c2f9621c737c8fe51d53739"><td class="memItemLeft" align="right" valign="top">bool&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a82049a531c2f9621c737c8fe51d53739">m_s2do</a></td></tr>
<tr class="memdesc:a82049a531c2f9621c737c8fe51d53739 inherit pro_attribs_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">should S2DO be used instead of SMO?  <br /></td></tr>
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<tr class="memitem:ad6f54a3b58cd6a2e1774d5decf8fcc79 inherit pro_attribs_classshark_1_1_qp_config" id="r_ad6f54a3b58cd6a2e1774d5decf8fcc79"><td class="memItemLeft" align="right" valign="top">unsigned int&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#ad6f54a3b58cd6a2e1774d5decf8fcc79">m_verbosity</a></td></tr>
<tr class="memdesc:ad6f54a3b58cd6a2e1774d5decf8fcc79 inherit pro_attribs_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">verbosity level (currently unused)  <br /></td></tr>
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<tr class="memitem:a073a19a266651c9a689f433b93ea4e3f inherit pro_attribs_classshark_1_1_qp_config" id="r_a073a19a266651c9a689f433b93ea4e3f"><td class="memItemLeft" align="right" valign="top">unsigned long long&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classshark_1_1_qp_config.html#a073a19a266651c9a689f433b93ea4e3f">m_accessCount</a></td></tr>
<tr class="memdesc:a073a19a266651c9a689f433b93ea4e3f inherit pro_attribs_classshark_1_1_qp_config"><td class="mdescLeft">&#160;</td><td class="mdescRight">kernel access count  <br /></td></tr>
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<a name="details" id="details"></a><h2 class="groupheader">Detailed Description</h2>
<div class="textblock"><div class="compoundTemplParams">template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, class CacheType = float&gt;<br />
class shark::EpsilonSvmTrainer&lt; InputType, CacheType &gt;</div><p>Training of Epsilon-SVMs for regression. </p>
<p>The Epsilon-SVM is a support vector machine variant for regression problems. Given are data tuples \( (x_i, y_i) \) with x-component denoting input and y-component denoting a real-valued label (see the tutorial on label conventions; the implementation uses RealVector), a kernel function k(x, x'), a regularization constant C &gt; 0, and a loss insensitivity parameter \( \varepsilon \). Let H denote the kernel induced reproducing kernel Hilbert space of k, and let \( \phi \) denote the corresponding feature map. Then the SVM regression function is of the form  </p><p class="formulaDsp">
\[
    (x) = \langle w, \phi(x) \rangle + b
\]
</p>
<p> with coefficients w and b given by the (primal) optimization problem  </p><p class="formulaDsp">
\[
    \min \frac{1}{2} \|w\|^2 + C \sum_i L(y_i, f(x_i)),
\]
</p>
<p> where  </p><p class="formulaDsp">
\[
    L(y, f(x)) = \max\{0, |y - f(x)| - \varepsilon \}
\]
</p>
<p> is the \( \varepsilon \) insensitive absolute loss. </p>

<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00080">80</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>
</div><h2 class="groupheader">Member Typedef Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#ae9818f09ebb48a69b1b28d3042da56da">&#9670;&#160;</a></span>BlockMatrixType</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname">typedef <a class="el" href="classshark_1_1_block_matrix2x2.html">BlockMatrix2x2</a>&lt; <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a4f9bbb0afb8eff93970e7f51f11ee86c">KernelMatrixType</a> &gt; <a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::BlockMatrixType</td>
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<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00087">87</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#ac3292f6302b431cb751edc7a4dcf6c74">&#9670;&#160;</a></span>CachedBlockMatrixType</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname">typedef <a class="el" href="classshark_1_1_cached_matrix.html">CachedMatrix</a>&lt; <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#ae9818f09ebb48a69b1b28d3042da56da">BlockMatrixType</a> &gt; <a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::CachedBlockMatrixType</td>
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<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00088">88</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#a4f9bbb0afb8eff93970e7f51f11ee86c">&#9670;&#160;</a></span>KernelMatrixType</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname">typedef <a class="el" href="classshark_1_1_kernel_matrix.html">KernelMatrix</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a3016ebf54b283192dc08391f2160c194">QpFloatType</a> &gt; <a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::KernelMatrixType</td>
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<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00086">86</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#a5113162c6d0b5946ea23a303f6193682">&#9670;&#160;</a></span>KernelType</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname">typedef <a class="el" href="classshark_1_1_abstract_kernel_function.html">AbstractKernelFunction</a>&lt;<a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>&gt; <a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::KernelType</td>
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<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00092">92</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#a8989b04b8588b9481f1ead75a26fae71">&#9670;&#160;</a></span>ModelType</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname">typedef <a class="el" href="classshark_1_1_abstract_model.html">AbstractModel</a>&lt;<a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, RealVector&gt; <a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::ModelType</td>
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<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00091">91</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#aefaf6c666566d00fcd2822f6e3e34f46">&#9670;&#160;</a></span>PrecomputedBlockMatrixType</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname">typedef <a class="el" href="classshark_1_1_precomputed_matrix.html">PrecomputedMatrix</a>&lt; <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#ae9818f09ebb48a69b1b28d3042da56da">BlockMatrixType</a> &gt; <a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::PrecomputedBlockMatrixType</td>
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<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00089">89</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#a3016ebf54b283192dc08391f2160c194">&#9670;&#160;</a></span>QpFloatType</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname">typedef CacheType <a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::QpFloatType</td>
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<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00084">84</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

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<h2 class="groupheader">Constructor &amp; Destructor Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#a3854918319188d0e3dc58d594bf8bdb7">&#9670;&#160;</a></span>EpsilonSvmTrainer()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::EpsilonSvmTrainer </td>
          <td>(</td>
          <td class="paramtype"><a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a5113162c6d0b5946ea23a303f6193682">KernelType</a> *&#160;</td>
          <td class="paramname"><em>kernel</em>, </td>
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<p>Constructor </p><dl class="params"><dt>Parameters</dt><dd>
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    <tr><td class="paramname">kernel</td><td>kernel function to use for training and prediction </td></tr>
    <tr><td class="paramname">C</td><td>regularization parameter - always the 'true' value of C, even when unconstrained is set </td></tr>
    <tr><td class="paramname">epsilon</td><td>Loss insensitivity parameter. </td></tr>
    <tr><td class="paramname">unconstrained</td><td>when a C-value is given via setParameter, should it be piped through the exp-function before using it in the solver? </td></tr>
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<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00100">100</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

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<h2 class="groupheader">Member Function Documentation</h2>
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<h2 class="memtitle"><span class="permalink"><a href="#a6cca95658d21c729fe2ccce525852756">&#9670;&#160;</a></span>epsilon()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname">double <a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::epsilon </td>
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<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00109">109</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

<p class="reference">Referenced by <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#ab6bdf1036213a92736abb9930d56de5c">shark::EpsilonSvmTrainer&lt; InputType, CacheType &gt;::setEpsilon()</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#ae4567615c33a2a3aec07382c3f2538d8">&#9670;&#160;</a></span>name()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname">std::string <a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::name </td>
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<p>From <a class="el" href="classshark_1_1_i_nameable.html" title="This class is an interface for all objects which can have a name.">INameable</a>: return the class name. </p>

<p>Reimplemented from <a class="el" href="classshark_1_1_i_nameable.html#a9893f99314de30cd472e649c235d0db4">shark::INameable</a>.</p>

<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00106">106</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#a20a2c523e7723a2b63cc9b459a865603">&#9670;&#160;</a></span>numberOfParameters()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname">size_t <a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::numberOfParameters </td>
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<p>return the number of hyper-parameters </p>

<p>Reimplemented from <a class="el" href="classshark_1_1_abstract_svm_trainer.html#ab4f0632a6c463dca0103a38a6305c38c">shark::AbstractSvmTrainer&lt; InputType, RealVector, KernelExpansion&lt; InputType &gt; &gt;</a>.</p>

<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00129">129</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

<p class="reference">References <a class="el" href="classshark_1_1_abstract_svm_trainer.html#ab4f0632a6c463dca0103a38a6305c38c">shark::AbstractSvmTrainer&lt; InputType, RealVector, KernelExpansion&lt; InputType &gt; &gt;::numberOfParameters()</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#a631651231f0bfbe6d61c26117cdb4c6b">&#9670;&#160;</a></span>parameterVector()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname">RealVector <a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::parameterVector </td>
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<p>get the hyper-parameter vector </p>

<p>Reimplemented from <a class="el" href="classshark_1_1_abstract_svm_trainer.html#a183757faebfc331f6733946a6ea7de2c">shark::AbstractSvmTrainer&lt; InputType, RealVector, KernelExpansion&lt; InputType &gt; &gt;</a>.</p>

<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00115">115</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

<p class="reference">References <a class="el" href="classshark_1_1_abstract_svm_trainer.html#aa3e2f2db97947d244213f63093a08878">shark::AbstractSvmTrainer&lt; InputType, RealVector, KernelExpansion&lt; InputType &gt; &gt;::m_unconstrained</a>, and <a class="el" href="classshark_1_1_abstract_svm_trainer.html#a183757faebfc331f6733946a6ea7de2c">shark::AbstractSvmTrainer&lt; InputType, RealVector, KernelExpansion&lt; InputType &gt; &gt;::parameterVector()</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#ab6bdf1036213a92736abb9930d56de5c">&#9670;&#160;</a></span>setEpsilon()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname">void <a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::setEpsilon </td>
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<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00111">111</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

<p class="reference">References <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a6cca95658d21c729fe2ccce525852756">shark::EpsilonSvmTrainer&lt; InputType, CacheType &gt;::epsilon()</a>.</p>

<p class="reference">Referenced by <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#a62ea3ab316e7985eb111d9b4b3172d64">shark::EpsilonSvmTrainer&lt; InputType, CacheType &gt;::setParameterVector()</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#a62ea3ab316e7985eb111d9b4b3172d64">&#9670;&#160;</a></span>setParameterVector()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td class="memname">void <a class="el" href="classshark_1_1_epsilon_svm_trainer.html">shark::EpsilonSvmTrainer</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, CacheType &gt;::setParameterVector </td>
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<p>set the vector of hyper-parameters </p>

<p>Reimplemented from <a class="el" href="classshark_1_1_abstract_svm_trainer.html#aecde2bab6daf3fa44b94438c7ba79a24">shark::AbstractSvmTrainer&lt; InputType, RealVector, KernelExpansion&lt; InputType &gt; &gt;</a>.</p>

<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00121">121</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

<p class="reference">References <a class="el" href="classshark_1_1_abstract_svm_trainer.html#aa3e2f2db97947d244213f63093a08878">shark::AbstractSvmTrainer&lt; InputType, RealVector, KernelExpansion&lt; InputType &gt; &gt;::m_unconstrained</a>, <a class="el" href="classshark_1_1_abstract_svm_trainer.html#ab4f0632a6c463dca0103a38a6305c38c">shark::AbstractSvmTrainer&lt; InputType, RealVector, KernelExpansion&lt; InputType &gt; &gt;::numberOfParameters()</a>, <a class="el" href="classshark_1_1_epsilon_svm_trainer.html#ab6bdf1036213a92736abb9930d56de5c">shark::EpsilonSvmTrainer&lt; InputType, CacheType &gt;::setEpsilon()</a>, <a class="el" href="classshark_1_1_abstract_svm_trainer.html#aecde2bab6daf3fa44b94438c7ba79a24">shark::AbstractSvmTrainer&lt; InputType, RealVector, KernelExpansion&lt; InputType &gt; &gt;::setParameterVector()</a>, and <a class="el" href="_exception_8h.html#a73abb5049a0168d72a48e72dda41708b">SHARK_ASSERT</a>.</p>

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<h2 class="memtitle"><span class="permalink"><a href="#a51d1821c3f6cedeff400e54f6e2b3b5d">&#9670;&#160;</a></span>train()</h2>

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template&lt;class <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> , class CacheType  = float&gt; </div>
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          <td>(</td>
          <td class="paramtype"><a class="el" href="classshark_1_1_kernel_expansion.html">KernelExpansion</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a> &gt; &amp;&#160;</td>
          <td class="paramname"><em>svm</em>, </td>
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          <td class="paramtype"><a class="el" href="classshark_1_1_labeled_data.html">LabeledData</a>&lt; <a class="el" href="classshark_1_1_abstract_trainer.html#a0cfa7cdd27b8bb162e64188095f8fa71">InputType</a>, RealVector &gt; const &amp;&#160;</td>
          <td class="paramname"><em>dataset</em>&#160;</td>
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<p class="definition">Definition at line <a class="el" href="_epsilon_svm_trainer_8h_source.html#l00132">132</a> of file <a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a>.</p>

<p class="reference">References <a class="el" href="group__shark__globals.html#ga6f74e657c7e0c8a32b2456fb328bd653">shark::LabeledData&lt; InputT, LabelT &gt;::inputs()</a>, <a class="el" href="group__shark__globals.html#ga3006553139477e356ee75cd85c190d7c">shark::labelDimension()</a>, <a class="el" href="classshark_1_1_abstract_svm_trainer.html#aec319e3ac1af74e75d5414624412dac3">shark::AbstractSvmTrainer&lt; InputType, RealVector, KernelExpansion&lt; InputType &gt; &gt;::m_kernel</a>, <a class="el" href="classshark_1_1_qp_config.html#ae90c5c93fc02fad6fc07ca6b04fc78cc">shark::QpConfig::precomputeKernel()</a>, <a class="el" href="classshark_1_1_kernel_expansion.html#a38c97766f52bf00e5b0120c46c15f37f">shark::KernelExpansion&lt; InputType &gt;::setStructure()</a>, <a class="el" href="_exception_8h.html#adce1f80097c69010f5eab2618fa2e971">SHARK_RUNTIME_CHECK</a>, <a class="el" href="classshark_1_1_qp_config.html#a32477b55142b80bd9f82f2a2e201f5b9">shark::QpConfig::sparsify()</a>, and <a class="el" href="classshark_1_1_kernel_expansion.html#a503aaebca6ce5e7d8a6f79e5e039bd9f">shark::KernelExpansion&lt; InputType &gt;::sparsify()</a>.</p>

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<hr/>The documentation for this class was generated from the following file:<ul>
<li>include/shark/Algorithms/Trainers/<a class="el" href="_epsilon_svm_trainer_8h_source.html">EpsilonSvmTrainer.h</a></li>
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